JMIR Mental Health (May 2024)

Emerging Trends of Self-Harm Using Sodium Nitrite in an Online Suicide Community: Observational Study Using Natural Language Processing Analysis

  • Sudeshna Das,
  • Drew Walker,
  • Swati Rajwal,
  • Sahithi Lakamana,
  • Steven A Sumner,
  • Karin A Mack,
  • Wojciech Kaczkowski,
  • Abeed Sarker

DOI
https://doi.org/10.2196/53730
Journal volume & issue
Vol. 11
pp. e53730 – e53730

Abstract

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Abstract BackgroundThere is growing concern around the use of sodium nitrite (SN) as an emerging means of suicide, particularly among younger people. Given the limited information on the topic from traditional public health surveillance sources, we studied posts made to an online suicide discussion forum, “Sanctioned Suicide,” which is a primary source of information on the use and procurement of SN. ObjectiveThis study aims to determine the trends in SN purchase and use, as obtained via data mining from subscriber posts on the forum. We also aim to determine the substances and topics commonly co-occurring with SN, as well as the geographical distribution of users and sources of SN. MethodsWe collected all publicly available from the site’s inception in March 2018 to October 2022. Using data-driven methods, including natural language processing and machine learning, we analyzed the trends in SN mentions over time, including the locations of SN consumers and the sources from which SN is procured. We developed a transformer-based source and location classifier to determine the geographical distribution of the sources of SN. ResultsPosts pertaining to SN show a rise in popularity, and there were statistically significant correlations between real-life use of SN and suicidal intent when compared to data from the Centers for Disease Control and Prevention (CDC) Wide-Ranging Online Data for Epidemiologic Research (⍴=0.727; PP ConclusionsVital information about SN and other emerging mechanisms of suicide can be obtained from online forums.